d11_stat

Dataset statistics

Number of variables	62
Number of observations	10027
Missing cells	8748
Missing cells (%)	1.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.7 MiB
Average record size in memory	496.0 B

Variable types

CAT	37
NUM	25

Warnings

`sysbp` has 123 (1.2%) missing values	Missing
`diabp` has 112 (1.1%) missing values	Missing
`pulse` has 111 (1.1%) missing values	Missing
`wbc` has 230 (2.3%) missing values	Missing
`mcv` has 225 (2.2%) missing values	Missing
`plt` has 227 (2.3%) missing values	Missing
`bun` has 165 (1.6%) missing values	Missing
`glu` has 186 (1.9%) missing values	Missing
`crea` has 189 (1.9%) missing values	Missing
`cho` has 172 (1.7%) missing values	Missing
`tg` has 171 (1.7%) missing values	Missing
`hdl` has 164 (1.6%) missing values	Missing
`ldl` has 182 (1.8%) missing values	Missing
`crp` has 163 (1.6%) missing values	Missing
`hbalc` has 104 (1.0%) missing values	Missing
`ua` has 163 (1.6%) missing values	Missing
`hgb` has 228 (2.3%) missing values	Missing
`diabe` has 117 (1.2%) missing values	Missing
`dyslipe` has 245 (2.4%) missing values	Missing
`batha` has 105 (1.0%) missing values	Missing
`joga` has 160 (1.6%) missing values	Missing
`walk100a` has 625 (6.2%) missing values	Missing
`cesd10` has 125 (1.2%) missing values	Missing
`slfmem` has 130 (1.3%) missing values	Missing
`imrc` has 1042 (10.4%) missing values	Missing
`dlrc` has 1056 (10.5%) missing values	Missing
`ser7` has 185 (1.8%) missing values	Missing
`orient` has 346 (3.5%) missing values	Missing
`draw` has 224 (2.2%) missing values	Missing
`df_index` has unique values	Unique
`cesd10` has 668 (6.7%) zeros	Zeros
`imrc` has 228 (2.3%) zeros	Zeros
`dlrc` has 1377 (13.7%) zeros	Zeros
`ser7` has 1577 (15.7%) zeros	Zeros
`orient` has 599 (6.0%) zeros	Zeros

Reproduction

Analysis started	2020-10-14 03:10:39.360031
Analysis finished	2020-10-14 03:13:06.466806
Duration	2 minutes and 27.11 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	10027
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5071.247432
Minimum	0
Maximum	10136
Zeros	1
Zeros (%)	< 0.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	508.3
Q1	2528.5
median	5075
Q3	7612.5
95-th percentile	9630.7
Maximum	10136
Range	10136
Interquartile range (IQR)	5084

Descriptive statistics

Standard deviation	2930.336323
Coefficient of variation (CV)	0.577833435
Kurtosis	-1.204010245
Mean	5071.247432
Median Absolute Deviation (MAD)	2542
Skewness	-0.001167268458
Sum	50849398
Variance	8586870.968
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
1346	1	< 0.1%
9550	1	< 0.1%
3403	1	< 0.1%
1354	1	< 0.1%
7497	1	< 0.1%
5448	1	< 0.1%
9542	1	< 0.1%
3395	1	< 0.1%
7489	1	< 0.1%
Other values (10017)	10017	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
10136	1	< 0.1%
10135	1	< 0.1%
10134	1	< 0.1%
10133	1	< 0.1%
10132	1	< 0.1%

sysbp
Real number (ℝ_≥0)

MISSING

Distinct	319
Distinct (%)	3.2%
Missing	123
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	130.6423835
Minimum	92
Maximum	193
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	92
5-th percentile	102
Q1	115
median	127.333336
Q3	142.66667
95-th percentile	174.6416695
Maximum	193
Range	101
Interquartile range (IQR)	27.66667

Descriptive statistics

Standard deviation	21.21253229
Coefficient of variation (CV)	0.1623709834
Kurtosis	0.215757122
Mean	130.6423835
Median Absolute Deviation (MAD)	13.666672
Skewness	0.7396784332
Sum	1293882.166
Variance	449.971526
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120.333336	80	0.8%
125	78	0.8%
127.666664	77	0.8%
121	77	0.8%
115.666664	76	0.8%
124.666664	75	0.7%
111	73	0.7%
116.333336	72	0.7%
117.666664	72	0.7%
129	72	0.7%
Other values (309)	9152	91.3%
(Missing)	123	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
92	46	0.5%
92.333336	14	0.1%
92.5	1	< 0.1%
92.666664	6	0.1%
93	8	0.1%

Value	Count	Frequency (%)
193	6	0.1%
192	3	< 0.1%
191.5	1	< 0.1%
191	43	0.4%
190.66667	7	0.1%

diabp
Real number (ℝ_≥0)

MISSING

Distinct	201
Distinct (%)	2.0%
Missing	112
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	75.86599431
Minimum	50
Maximum	112
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	50
5-th percentile	57.666668
Q1	67.333336
median	75
Q3	83.666664
95-th percentile	97
Maximum	112
Range	62
Interquartile range (IQR)	16.333328

Descriptive statistics

Standard deviation	11.9314786
Coefficient of variation (CV)	0.1572704439
Kurtosis	-0.07671483579
Mean	75.86599431
Median Absolute Deviation (MAD)	8
Skewness	0.3659989453
Sum	752211.3335
Variance	142.3601816
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72.666664	140	1.4%
74.333336	135	1.3%
75	132	1.3%
75.666664	129	1.3%
70.333336	126	1.3%
69.333336	123	1.2%
71.666664	119	1.2%
81.666664	115	1.1%
74	114	1.1%
76.666664	114	1.1%
Other values (191)	8668	86.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	42	0.4%
50.333332	10	0.1%
50.666668	13	0.1%
51	15	0.1%
51.333332	16	0.2%

Value	Count	Frequency (%)
112	3	< 0.1%
111	1	< 0.1%
110.333336	50	0.5%
110	7	0.1%
109.666664	7	0.1%

pulse
Real number (ℝ_≥0)

MISSING

Distinct	173
Distinct (%)	1.7%
Missing	111
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%

Mean	72.32881203
Minimum	50.333332
Maximum	102.333336
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	50.333332
5-th percentile	56.666668
Q1	65.333336
median	71.666664
Q3	78.666664
95-th percentile	90.666664
Maximum	102.333336
Range	52.000004
Interquartile range (IQR)	13.333328

Descriptive statistics

Standard deviation	10.19036573
Coefficient of variation (CV)	0.1408894387
Kurtosis	0.06783168843
Mean	72.32881203
Median Absolute Deviation (MAD)	6.666664
Skewness	0.4081007006
Sum	717212.5001
Variance	103.8435537
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
73.333336	162	1.6%
74	150	1.5%
72	148	1.5%
71	148	1.5%
67	147	1.5%
72.666664	137	1.4%
69	135	1.3%
69.666664	134	1.3%
68.666664	133	1.3%
71.333336	133	1.3%
Other values (163)	8489	84.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50.333332	57	0.6%
50.5	1	< 0.1%
50.666668	18	0.2%
51	16	0.2%
51.333332	14	0.1%

Value	Count	Frequency (%)
102.333336	60	0.6%
102	10	0.1%
101.666664	6	0.1%
101.333336	7	0.1%
101	9	0.1%

wbc
Real number (ℝ_≥0)

MISSING

Distinct	574
Distinct (%)	5.9%
Missing	230
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	6.24178422
Minimum	3.1
Maximum	12.2
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	3.1
5-th percentile	3.8
Q1	4.99
median	6
Q3	7.2
95-th percentile	9.7
Maximum	12.2
Range	9.1
Interquartile range (IQR)	2.21

Descriptive statistics

Standard deviation	1.813126551
Coefficient of variation (CV)	0.2904820941
Kurtosis	0.7906836293
Mean	6.24178422
Median Absolute Deviation (MAD)	1.1
Skewness	0.8676625076
Sum	61150.76
Variance	3.28742789
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.6	240	2.4%
5.3	226	2.3%
5.5	218	2.2%
6.2	215	2.1%
5.1	215	2.1%
5.9	213	2.1%
5.4	213	2.1%
6.3	210	2.1%
5	207	2.1%
5.8	206	2.1%
Other values (564)	7634	76.1%
(Missing)	230	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.1	121	1.2%
3.12	1	< 0.1%
3.13	2	< 0.1%
3.14	1	< 0.1%
3.15	1	< 0.1%

Value	Count	Frequency (%)
12.2	105	1.0%
12.19	2	< 0.1%
12.1	4	< 0.1%
12	10	0.1%
11.9	4	< 0.1%

mcv
Real number (ℝ_≥0)

MISSING

Distinct	597
Distinct (%)	6.1%
Missing	225
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	90.66989186
Minimum	64.4
Maximum	109.8
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	64.4
5-th percentile	73.7
Q1	86.9
median	91.4
Q3	95.7
95-th percentile	102.8
Maximum	109.8
Range	45.4
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	8.21103214
Coefficient of variation (CV)	0.0905596331
Kurtosis	1.188105672
Mean	90.66989186
Median Absolute Deviation (MAD)	4.4
Skewness	-0.7072605261
Sum	888746.28
Variance	67.4210488
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
91	136	1.4%
90	135	1.3%
89	132	1.3%
94	118	1.2%
88	116	1.2%
93	116	1.2%
95	112	1.1%
92	109	1.1%
109.8	101	1.0%
64.6	101	1.0%
Other values (587)	8626	86.0%
(Missing)	225	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
64.4	1	< 0.1%
64.5	2	< 0.1%
64.6	101	1.0%
64.8	1	< 0.1%
64.9	2	< 0.1%

Value	Count	Frequency (%)
109.8	101	1.0%
109.7	4	< 0.1%
109.6	2	< 0.1%
109.52	1	< 0.1%
109.5	2	< 0.1%

plt
Real number (ℝ_≥0)

MISSING

Distinct	342
Distinct (%)	3.5%
Missing	227
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	211.9114286
Minimum	71
Maximum	417
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	71
5-th percentile	104
Q1	163
median	208
Q3	255
95-th percentile	333
Maximum	417
Range	346
Interquartile range (IQR)	92

Descriptive statistics

Standard deviation	69.59708597
Coefficient of variation (CV)	0.3284253541
Kurtosis	0.1172440802
Mean	211.9114286
Median Absolute Deviation (MAD)	46
Skewness	0.437624346
Sum	2076732
Variance	4843.754375
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
417	104	1.0%
71	103	1.0%
208	71	0.7%
190	70	0.7%
180	69	0.7%
195	67	0.7%
186	67	0.7%
229	67	0.7%
241	67	0.7%
200	65	0.6%
Other values (332)	9050	90.3%
(Missing)	227	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
71	103	1.0%
72	2	< 0.1%
73	4	< 0.1%
74	5	< 0.1%
75	7	0.1%

Value	Count	Frequency (%)
417	104	1.0%
416	3	< 0.1%
415	1	< 0.1%
414	5	< 0.1%
413	2	< 0.1%

bun
Real number (ℝ_≥0)

MISSING

Distinct	744
Distinct (%)	7.5%
Missing	165
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	15.67527021
Minimum	7.67474
Maximum	29.46652
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	7.67474
5-th percentile	9.5234
Q1	12.54848
median	15.1254
Q3	18.2065
95-th percentile	23.64044
Maximum	29.46652
Range	21.79178
Interquartile range (IQR)	5.65802

Descriptive statistics

Standard deviation	4.323834515
Coefficient of variation (CV)	0.2758379573
Kurtosis	0.5093365861
Mean	15.67527021
Median Absolute Deviation (MAD)	2.77299
Skewness	0.7227712617
Sum	154589.5148
Variance	18.69554492
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.67474	100	1.0%
29.46652	86	0.9%
15.88167	44	0.4%
14.31311	41	0.4%
13.52883	40	0.4%
14.95734	39	0.4%
16.07774	38	0.4%
12.96863	38	0.4%
15.15341	37	0.4%
15.99371	37	0.4%
Other values (734)	9362	93.4%
(Missing)	165	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7.67474	100	1.0%
7.73076	3	< 0.1%
7.75877	1	< 0.1%
7.78678	1	< 0.1%
7.81479	4	< 0.1%

Value	Count	Frequency (%)
29.46652	86	0.9%
29.38249	1	< 0.1%
29.35448	7	0.1%
29.29846	1	< 0.1%
29.27045	1	< 0.1%

glu
Real number (ℝ_≥0)

MISSING

Distinct	801
Distinct (%)	8.1%
Missing	186
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	109.6849507
Minimum	63.9
Maximum	276.12
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	63.9
5-th percentile	82.08
Q1	94.5
median	102.42
Q3	113.76
95-th percentile	165.24
Maximum	276.12
Range	212.22
Interquartile range (IQR)	19.26

Descriptive statistics

Standard deviation	31.02302867
Coefficient of variation (CV)	0.2828376041
Kurtosis	11.86091288
Mean	109.6849507
Median Absolute Deviation (MAD)	9.18
Skewness	3.063208251
Sum	1079409.6
Variance	962.4283079
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
276.12	100	1.0%
63.9	89	0.9%
98.28	71	0.7%
96.48	68	0.7%
100.8	68	0.7%
101.88	66	0.7%
99.72	64	0.6%
101.7	64	0.6%
102.78	63	0.6%
94.5	63	0.6%
Other values (791)	9125	91.0%
(Missing)	186	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
63.9	89	0.9%
64.44	3	< 0.1%
64.62	3	< 0.1%
65.16	2	< 0.1%
65.7	2	< 0.1%

Value	Count	Frequency (%)
276.12	100	1.0%
273.42	2	< 0.1%
272.7	1	< 0.1%
271.98	1	< 0.1%
271.26	3	< 0.1%

crea
Real number (ℝ_≥0)

MISSING

Distinct	84
Distinct (%)	0.9%
Missing	189
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	0.7773051535
Minimum	0.4294
Maximum	1.3673
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.4294
5-th percentile	0.5311
Q1	0.6441
median	0.7571
Q3	0.8814
95-th percentile	1.1074
Maximum	1.3673
Range	0.9379
Interquartile range (IQR)	0.2373

Descriptive statistics

Standard deviation	0.1787702666
Coefficient of variation (CV)	0.2299872397
Kurtosis	0.6906530957
Mean	0.7773051535
Median Absolute Deviation (MAD)	0.113
Skewness	0.7354648268
Sum	7647.1281
Variance	0.03195880824
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7232	295	2.9%
0.7006	282	2.8%
0.6893	281	2.8%
0.7571	277	2.8%
0.7119	276	2.8%
0.6441	270	2.7%
0.678	265	2.6%
0.7684	257	2.6%
0.7797	255	2.5%
0.6667	254	2.5%
Other values (74)	7126	71.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.4294	119	1.2%
0.4407	19	0.2%
0.452	25	0.2%
0.4633	26	0.3%
0.4746	37	0.4%

Value	Count	Frequency (%)
1.3673	105	1.0%
1.356	5	< 0.1%
1.3447	8	0.1%
1.3334	5	< 0.1%
1.3221	5	< 0.1%

cho
Real number (ℝ_≥0)

MISSING

Distinct	473
Distinct (%)	4.8%
Missing	172
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	193.2201301
Minimum	115.98
Maximum	300.7748
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	115.98
5-th percentile	137.243
Q1	167.0112
median	190.2072
Q3	215.3362
95-th percentile	261.7282
Maximum	300.7748
Range	184.7948
Interquartile range (IQR)	48.325

Descriptive statistics

Standard deviation	37.33860855
Coefficient of variation (CV)	0.1932438847
Kurtosis	0.0915980175
Mean	193.2201301
Median Absolute Deviation (MAD)	24.3558
Skewness	0.4758168
Sum	1904184.382
Variance	1394.171689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
300.7748	103	1.0%
115.98	90	0.9%
190.9804	61	0.6%
184.4082	58	0.6%
199.4856	57	0.6%
185.9546	54	0.5%
193.3	54	0.5%
178.9958	53	0.5%
179.3824	52	0.5%
184.0216	50	0.5%
Other values (463)	9223	92.0%
(Missing)	172	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
115.98	90	0.9%
116.3666	3	< 0.1%
116.7532	5	< 0.1%
117.1398	1	< 0.1%
117.5264	2	< 0.1%

Value	Count	Frequency (%)
300.7748	103	1.0%
300.3882	1	< 0.1%
300.0016	2	< 0.1%
299.615	1	< 0.1%
299.2284	1	< 0.1%

tg
Real number (ℝ_≥0)

MISSING

Distinct	488
Distinct (%)	5.0%
Missing	171
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	131.0766173
Minimum	38.055
Maximum	540.735
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	38.055
5-th percentile	49.56
Q1	75.225
median	106.2
Q3	154.875
95-th percentile	304.44
Maximum	540.735
Range	502.68
Interquartile range (IQR)	79.65

Descriptive statistics

Standard deviation	87.05881331
Coefficient of variation (CV)	0.6641826369
Kurtosis	6.306575944
Mean	131.0766173
Median Absolute Deviation (MAD)	36.285
Skewness	2.250136333
Sum	1291891.14
Variance	7579.236975
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.055	110	1.1%
74.34	99	1.0%
540.735	95	0.9%
77.88	89	0.9%
79.65	88	0.9%
80.535	86	0.9%
72.57	86	0.9%
86.73	86	0.9%
85.845	85	0.8%
63.72	84	0.8%
Other values (478)	8948	89.2%
(Missing)	171	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
38.055	110	1.1%
38.94	18	0.2%
39.825	17	0.2%
40.71	21	0.2%
41.595	22	0.2%

Value	Count	Frequency (%)
540.735	95	0.9%
539.85	1	< 0.1%
538.08	1	< 0.1%
533.655	1	< 0.1%
530.115	1	< 0.1%

hdl
Real number (ℝ_≥0)

MISSING

Distinct	194
Distinct (%)	2.0%
Missing	164
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	50.94398668
Minimum	22.4228
Maximum	97.0366
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	22.4228
5-th percentile	29.7682
Q1	40.2064
median	49.0982
Q3	59.923
95-th percentile	78.0932
Maximum	97.0366
Range	74.6138
Interquartile range (IQR)	19.7166

Descriptive statistics

Standard deviation	14.82688161
Coefficient of variation (CV)	0.2910428214
Kurtosis	0.3659643037
Mean	50.94398668
Median Absolute Deviation (MAD)	9.665
Skewness	0.6475158664
Sum	502460.5406
Variance	219.8364184
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.325	130	1.3%
49.0982	126	1.3%
45.6188	122	1.2%
47.9384	120	1.2%
51.8044	115	1.1%
52.191	114	1.1%
45.2322	113	1.1%
47.1652	113	1.1%
44.0724	113	1.1%
44.8456	112	1.1%
Other values (184)	8685	86.6%
(Missing)	164	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22.4228	106	1.1%
22.8094	7	0.1%
23.196	8	0.1%
23.5826	9	0.1%
23.9692	9	0.1%

Value	Count	Frequency (%)
97.0366	98	1.0%
96.65	7	0.1%
96.2634	2	< 0.1%
95.8768	3	< 0.1%
95.4902	4	< 0.1%

ldl
Real number (ℝ_≥0)

MISSING

Distinct	444
Distinct (%)	4.5%
Missing	182
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	116.2473018
Minimum	37.8868
Maximum	210.3104
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	37.8868
5-th percentile	64.5622
Q1	92.784
median	114.047
Q3	136.8564
95-th percentile	177.0628
Maximum	210.3104
Range	172.4236
Interquartile range (IQR)	44.0724

Descriptive statistics

Standard deviation	33.94202347
Coefficient of variation (CV)	0.2919811725
Kurtosis	0.116226154
Mean	116.2473018
Median Absolute Deviation (MAD)	22.0362
Skewness	0.3448181134
Sum	1144454.686
Variance	1152.060957
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
210.3104	107	1.1%
37.8868	105	1.0%
112.114	62	0.6%
113.6604	56	0.6%
121.0058	56	0.6%
120.2326	56	0.6%
119.0728	55	0.5%
117.913	55	0.5%
109.4078	54	0.5%
114.8202	54	0.5%
Other values (434)	9185	91.6%
(Missing)	182	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37.8868	105	1.0%
38.2734	1	< 0.1%
38.66	2	< 0.1%
39.0466	1	< 0.1%
39.4332	1	< 0.1%

Value	Count	Frequency (%)
210.3104	107	1.1%
209.9238	3	< 0.1%
209.1506	4	< 0.1%
208.764	1	< 0.1%
208.3774	2	< 0.1%

crp
Real number (ℝ_≥0)

MISSING

Distinct	1083
Distinct (%)	11.0%
Missing	163
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	2.528791565
Minimum	0.19
Maximum	37.02
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.19
5-th percentile	0.28
Q1	0.55
median	1.04
Q3	2.18
95-th percentile	8.977
Maximum	37.02
Range	36.83
Interquartile range (IQR)	1.63

Descriptive statistics

Standard deviation	5.149011674
Coefficient of variation (CV)	2.036155033
Kurtosis	26.96956375
Mean	2.528791565
Median Absolute Deviation (MAD)	0.6
Skewness	4.93583699
Sum	24944
Variance	26.51232122
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.19	111	1.1%
37.02	100	1.0%
0.45	93	0.9%
0.39	92	0.9%
0.49	86	0.9%
0.47	86	0.9%
0.44	85	0.8%
0.4	82	0.8%
0.35	80	0.8%
0.5	79	0.8%
Other values (1073)	8970	89.5%
(Missing)	163	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.19	111	1.1%
0.2	24	0.2%
0.21	45	0.4%
0.22	37	0.4%
0.23	33	0.3%

Value	Count	Frequency (%)
37.02	100	1.0%
36.7	1	< 0.1%
36.35	1	< 0.1%
36.2	2	< 0.1%
36.1	1	< 0.1%

hbalc
Real number (ℝ_≥0)

MISSING

Distinct	51
Distinct (%)	0.5%
Missing	104
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.252302731
Minimum	4.1
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	4.1
5-th percentile	4.5
Q1	4.9
median	5.1
Q3	5.4
95-th percentile	6.4
Maximum	9.1
Range	5
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.7225145682
Coefficient of variation (CV)	0.1375614859
Kurtosis	10.73604742
Mean	5.252302731
Median Absolute Deviation (MAD)	0.3
Skewness	2.74000154
Sum	52118.6
Variance	0.5220273012
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	957	9.5%
5.1	956	9.5%
5.2	939	9.4%
4.9	869	8.7%
5.3	819	8.2%
4.8	749	7.5%
5.4	682	6.8%
5.5	551	5.5%
4.7	538	5.4%
5.6	379	3.8%
Other values (41)	2484	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.1	116	1.2%
4.2	57	0.6%
4.3	91	0.9%
4.4	172	1.7%
4.5	248	2.5%

Value	Count	Frequency (%)
9.1	104	1.0%
9	6	0.1%
8.9	4	< 0.1%
8.8	4	< 0.1%
8.7	6	0.1%

ua
Real number (ℝ_≥0)

MISSING

Distinct	2500
Distinct (%)	25.3%
Missing	163
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	4.443844574
Minimum	2.142
Maximum	8.15976
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	2.142
5-th percentile	2.688
Q1	3.56496
median	4.2966
Q3	5.16096
95-th percentile	6.7368
Maximum	8.15976
Range	6.01776
Interquartile range (IQR)	1.596

Descriptive statistics

Standard deviation	1.225451897
Coefficient of variation (CV)	0.2757638968
Kurtosis	0.3011811232
Mean	4.443844574
Median Absolute Deviation (MAD)	0.78204
Skewness	0.6494059102
Sum	43834.08288
Variance	1.501732351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.142	98	1.0%
8.15976	97	1.0%
4.06896	17	0.2%
4.27896	17	0.2%
4.41504	17	0.2%
4.11264	16	0.2%
4.15128	16	0.2%
4.63176	16	0.2%
3.63552	16	0.2%
4.45536	16	0.2%
Other values (2490)	9538	95.1%
(Missing)	163	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.142	98	1.0%
2.14368	2	< 0.1%
2.14536	1	< 0.1%
2.1504	1	< 0.1%
2.15376	1	< 0.1%

Value	Count	Frequency (%)
8.15976	97	1.0%
8.1564	1	< 0.1%
8.15304	1	< 0.1%
8.14296	1	< 0.1%
8.14128	1	< 0.1%

htc
Real number (ℝ_≥0)

Distinct	581
Distinct (%)	5.8%
Missing	8
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%

Mean	41.4341072
Minimum	26.77
Maximum	57.6
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	26.77
5-th percentile	30.4
Q1	37.8
median	41.5
Q3	45.2
95-th percentile	51.4
Maximum	57.6
Range	30.83
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	6.014562131
Coefficient of variation (CV)	0.1451596894
Kurtosis	0.1493727421
Mean	41.4341072
Median Absolute Deviation (MAD)	3.7
Skewness	0.0449834957
Sum	415128.32
Variance	36.17495763
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.4	238	2.4%
43	146	1.5%
40	146	1.5%
42	129	1.3%
38	126	1.3%
41	125	1.2%
44	121	1.2%
39	121	1.2%
57.6	112	1.1%
26.77	107	1.1%
Other values (571)	8648	86.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
26.77	107	1.1%
26.8	4	< 0.1%
26.88	1	< 0.1%
26.9	2	< 0.1%
26.93	1	< 0.1%

Value	Count	Frequency (%)
57.6	112	1.1%
57.5	4	< 0.1%
57.45	1	< 0.1%
57.4	3	< 0.1%
57.3	2	< 0.1%

hgb
Real number (ℝ_≥0)

MISSING

Distinct	126
Distinct (%)	1.3%
Missing	228
Missing (%)	2.3%
Infinite	0
Infinite (%)	0.0%

Mean	14.34178998
Minimum	9.3
Maximum	21.8
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	9.3
5-th percentile	11.3
Q1	13
median	14.2
Q3	15.5
95-th percentile	17.8
Maximum	21.8
Range	12.5
Interquartile range (IQR)	2.5

Descriptive statistics

Standard deviation	2.072490059
Coefficient of variation (CV)	0.1445070707
Kurtosis	1.446860912
Mean	14.34178998
Median Absolute Deviation (MAD)	1.2
Skewness	0.6121117927
Sum	140535.2
Variance	4.295215044
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.2	238	2.4%
13.7	232	2.3%
13.6	227	2.3%
13.9	226	2.3%
13.4	214	2.1%
14.9	213	2.1%
14	211	2.1%
13.1	210	2.1%
14.3	208	2.1%
14.5	206	2.1%
Other values (116)	7614	75.9%
(Missing)	228	2.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.3	102	1.0%
9.4	9	0.1%
9.5	7	0.1%
9.6	6	0.1%
9.7	9	0.1%

Value	Count	Frequency (%)
21.8	96	1.0%
21.7	6	0.1%
21.6	3	< 0.1%
21.5	6	0.1%
21.4	2	< 0.1%

hibpe
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	75
Missing (%)	0.7%
Memory size	78.3 KiB

0.no	7235
1.yes	2717

Frequencies
Length

Value	Count	Frequency (%)
0.no	7235	72.2%
1.yes	2717	27.1%
(Missing)	75	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.263488581
Min length	3

diabe
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	117
Missing (%)	1.2%
Memory size	78.3 KiB

0.no	9258
1.yes	652

Frequencies
Length

Value	Count	Frequency (%)
0.no	9258	92.3%
1.yes	652	6.5%
(Missing)	117	1.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.053355939
Min length	3

cancre
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	59
Missing (%)	0.6%
Memory size	78.3 KiB

0.no	9861
1.yes	107

Frequencies
Length

Value	Count	Frequency (%)
0.no	9861	98.3%
1.yes	107	1.1%
(Missing)	59	0.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.004787075
Min length	3

lunge
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	55
Missing (%)	0.5%
Memory size	78.3 KiB

0.no	8885
1.yes	1087

Frequencies
Length

Value	Count	Frequency (%)
0.no	8885	88.6%
1.yes	1087	10.8%
(Missing)	55	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.10292211
Min length	3

hearte
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	71
Missing (%)	0.7%
Memory size	78.3 KiB

0.no	8698
1.yes	1258

Frequencies
Length

Value	Count	Frequency (%)
0.no	8698	86.7%
1.yes	1258	12.5%
(Missing)	71	0.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.118380373
Min length	3

stroke
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	38
Missing (%)	0.4%
Memory size	78.3 KiB

0.no	9700
1.yes	289

Frequencies
Length

Value	Count	Frequency (%)
0.no	9700	96.7%
1.yes	289	2.9%
(Missing)	38	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.025032412
Min length	3

psyche
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	51
Missing (%)	0.5%
Memory size	78.3 KiB

0.no	9840
1.yes	136

Frequencies
Length

Value	Count	Frequency (%)
0.no	9840	98.1%
1.yes	136	1.4%
(Missing)	51	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.008477112
Min length	3

arthre
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	32
Missing (%)	0.3%
Memory size	78.3 KiB

0.no	6320
1.yes	3675

Frequencies
Length

Value	Count	Frequency (%)
0.no	6320	63.0%
1.yes	3675	36.7%
(Missing)	32	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.363319039
Min length	3

dyslipe
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	245
Missing (%)	2.4%
Memory size	78.3 KiB

0.no	8793
1.yes	989

Frequencies
Length

Value	Count	Frequency (%)
0.no	8793	87.7%
1.yes	989	9.9%
(Missing)	245	2.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.074199661
Min length	3

livere
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	96
Missing (%)	1.0%
Memory size	78.3 KiB

0.no	9563
1.yes	368

Frequencies
Length

Value	Count	Frequency (%)
0.no	9563	95.4%
1.yes	368	3.7%
(Missing)	96	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.027126758
Min length	3

kidneye
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	83
Missing (%)	0.8%
Memory size	78.3 KiB

0.no	9307
1.yes	637

Frequencies
Length

Value	Count	Frequency (%)
0.no	9307	92.8%
1.yes	637	6.4%
(Missing)	83	0.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.055250823
Min length	3

digeste
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	41
Missing (%)	0.4%
Memory size	78.3 KiB

0.no	7608
1.yes	2378

Frequencies
Length

Value	Count	Frequency (%)
0.no	7608	75.9%
1.yes	2378	23.7%
(Missing)	41	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.233070709
Min length	3

asthmae
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	46
Missing (%)	0.5%
Memory size	78.3 KiB

0.no	9482
1.yes	499

Frequencies
Length

Value	Count	Frequency (%)
0.no	9482	94.6%
1.yes	499	5.0%
(Missing)	46	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.045178019
Min length	3

memrye
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	40
Missing (%)	0.4%
Memory size	78.3 KiB

0.no	9804
1.yes	183

Frequencies
Length

Value	Count	Frequency (%)
0.no	9804	97.8%
1.yes	183	1.8%
(Missing)	40	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.014261494
Min length	3

dressa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	9461
1.Yes	469

Frequencies
Length

Value	Count	Frequency (%)
0.No	9461	94.4%
1.Yes	469	4.7%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.03709983
Min length	3

batha
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	105
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	9342
1.Yes	580

Frequencies
Length

Value	Count	Frequency (%)
0.No	9342	93.2%
1.Yes	580	5.8%
(Missing)	105	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.047372095
Min length	3

eata
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	9676
1.Yes	254

Frequencies
Length

Value	Count	Frequency (%)
0.No	9676	96.5%
1.Yes	254	2.5%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.015657724
Min length	3

beda
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	98
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	9428
1.Yes	501

Frequencies
Length

Value	Count	Frequency (%)
0.No	9428	94.0%
1.Yes	501	5.0%
(Missing)	98	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.040191483
Min length	3

toilta
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	97
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	8746
1.Yes	1184

Frequencies
Length

Value	Count	Frequency (%)
0.No	8746	87.2%
1.Yes	1184	11.8%
(Missing)	97	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.1084073
Min length	3

urina
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	98
Missing (%)	1.0%
Memory size	78.3 KiB

0.No	9514
1.Yes	415

Frequencies
Length

Value	Count	Frequency (%)
0.No	9514	94.9%
1.Yes	415	4.1%
(Missing)	98	1.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.03161464
Min length	3

moneya
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	37
Missing (%)	0.4%
Memory size	78.3 KiB

0.No	8726
1.Yes	1264

Frequencies
Length

Value	Count	Frequency (%)
0.No	8726	87.0%
1.Yes	1264	12.6%
(Missing)	37	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.122369602
Min length	3

medsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	20
Missing (%)	0.2%
Memory size	78.3 KiB

0.No	9354
1.Yes	653

Frequencies
Length

Value	Count	Frequency (%)
0.No	9354	93.3%
1.Yes	653	6.5%
(Missing)	20	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.06312955
Min length	3

shopa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	28
Missing (%)	0.3%
Memory size	78.3 KiB

0.No	9189
1.Yes	810

Frequencies
Length

Value	Count	Frequency (%)
0.No	9189	91.6%
1.Yes	810	8.1%
(Missing)	28	0.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.077989429
Min length	3

mealsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	13
Missing (%)	0.1%
Memory size	78.3 KiB

0.No	9244
1.Yes	770

Frequencies
Length

Value	Count	Frequency (%)
0.No	9244	92.2%
1.Yes	770	7.7%
(Missing)	13	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.07549616
Min length	3

housewka
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	14
Missing (%)	0.1%
Memory size	78.3 KiB

0.No	9167
1.Yes	846

Frequencies
Length

Value	Count	Frequency (%)
0.No	9167	91.4%
1.Yes	846	8.4%
(Missing)	14	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.082975965
Min length	3

joga
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	160
Missing (%)	1.6%
Memory size	78.3 KiB

1.yes	5249
0.no	4618

Frequencies
Length

Value	Count	Frequency (%)
1.yes	5249	52.3%
0.no	4618	46.1%
(Missing)	160	1.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	4.50752967
Min length	3

walk1kma
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	16
Missing (%)	0.2%
Memory size	78.3 KiB

0.no	8507
1.yes	1504

Frequencies
Length

Value	Count	Frequency (%)
0.no	8507	84.8%
1.yes	1504	15.0%
(Missing)	16	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.148399322
Min length	3

walk100a
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	625
Missing (%)	6.2%
Memory size	78.3 KiB

0.no	9244
1.yes	158

Frequencies
Length

Value	Count	Frequency (%)
0.no	9244	92.2%
1.yes	158	1.6%
(Missing)	625	6.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	3.95342575
Min length	3

chaira
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	9
Missing (%)	0.1%
Memory size	78.3 KiB

0.no	7134
1.yes	2884

Frequencies
Length

Value	Count	Frequency (%)
0.no	7134	71.1%
1.yes	2884	28.8%
(Missing)	9	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.28672584
Min length	3

climsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	90
Missing (%)	0.9%
Memory size	78.3 KiB

0.no	5784
1.yes	4153

Frequencies
Length

Value	Count	Frequency (%)
0.no	5784	57.7%
1.yes	4153	41.4%
(Missing)	90	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.405205944
Min length	3

stoopa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	18
Missing (%)	0.2%
Memory size	78.3 KiB

0.no	6950
1.yes	3059

Frequencies
Length

Value	Count	Frequency (%)
0.no	6950	69.3%
1.yes	3059	30.5%
(Missing)	18	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.303281141
Min length	3

lifta
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	14
Missing (%)	0.1%
Memory size	78.3 KiB

0.no	8877
1.yes	1136

Frequencies
Length

Value	Count	Frequency (%)
0.no	8877	88.5%
1.yes	1136	11.3%
(Missing)	14	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.111897876
Min length	3

dimea
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	78.3 KiB

0.no	9640
1.yes	375

Frequencies
Length

Value	Count	Frequency (%)
0.no	9640	96.1%
1.yes	375	3.7%
(Missing)	12	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.036202254
Min length	3

armsa
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	8
Missing (%)	0.1%
Memory size	78.3 KiB

0.no	9011
1.yes	1008

Frequencies
Length

Value	Count	Frequency (%)
0.no	9011	89.9%
1.yes	1008	10.1%
(Missing)	8	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.099730727
Min length	3

cesd10
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	31
Distinct (%)	0.3%
Missing	125
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	8.589981822
Minimum	0
Maximum	30
Zeros	668
Zeros (%)	6.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	7
Q3	12
95-th percentile	21
Maximum	30
Range	30
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	6.373815601
Coefficient of variation (CV)	0.7420057147
Kurtosis	0.02051349682
Mean	8.589981822
Median Absolute Deviation (MAD)	4
Skewness	0.7783636978
Sum	85058
Variance	40.62552532
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
3	805	8.0%
0	668	6.7%
6	667	6.7%
4	662	6.6%
5	624	6.2%
7	596	5.9%
2	561	5.6%
9	560	5.6%
8	525	5.2%
10	461	4.6%
Other values (21)	3773	37.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	668	6.7%
1	456	4.5%
2	561	5.6%
3	805	8.0%
4	662	6.6%

Value	Count	Frequency (%)
30	13	0.1%
29	10	0.1%
28	15	0.1%
27	39	0.4%
26	40	0.4%

shlta
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	12
Missing (%)	0.1%
Memory size	78.3 KiB

3.Fair	5006
4.Poor	2427
2.Good	1568
1.Very good	561
5.Very Poor	453

Frequencies
Length

Value	Count	Frequency (%)
3.Fair	5006	49.9%
4.Poor	2427	24.2%
2.Good	1568	15.6%
1.Very good	561	5.6%
5.Very Poor	453	4.5%
(Missing)	12	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	6
Mean length	6.50204448
Min length	3

slfmem
Categorical

MISSING

Distinct	5
Distinct (%)	0.1%
Missing	130
Missing (%)	1.3%
Memory size	78.3 KiB

4.Fair	4416
5.Poor	3745
3.Good	1239
2.Very Good	455
1.Excellent	42

Frequencies
Length

Value	Count	Frequency (%)
4.Fair	4416	44.0%
5.Poor	3745	37.3%
3.Good	1239	12.4%
2.Very Good	455	4.5%
1.Excellent	42	0.4%
(Missing)	130	1.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	11
Median length	6
Mean length	6.208935873
Min length	3

imrc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1042
Missing (%)	10.4%
Infinite	0
Infinite (%)	0.0%

Mean	3.973177518
Minimum	0
Maximum	10
Zeros	228
Zeros (%)	2.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	7
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.724339143
Coefficient of variation (CV)	0.4339949914
Kurtosis	0.09438544763
Mean	3.973177518
Median Absolute Deviation (MAD)	1
Skewness	0.09981631544
Sum	35699
Variance	2.973345479
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
4	2197	21.9%
3	1787	17.8%
5	1693	16.9%
2	1042	10.4%
6	994	9.9%
7	427	4.3%
1	423	4.2%
0	228	2.3%
8	139	1.4%
9	37	0.4%
(Missing)	1042	10.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	228	2.3%
1	423	4.2%
2	1042	10.4%
3	1787	17.8%
4	2197	21.9%

Value	Count	Frequency (%)
10	18	0.2%
9	37	0.4%
8	139	1.4%
7	427	4.3%
6	994	9.9%

dlrc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	11
Distinct (%)	0.1%
Missing	1056
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%

Mean	3.016274663
Minimum	0
Maximum	10
Zeros	1377
Zeros (%)	13.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.965409455
Coefficient of variation (CV)	0.6516016194
Kurtosis	-0.3573480524
Mean	3.016274663
Median Absolute Deviation (MAD)	1
Skewness	0.1975196676
Sum	27059
Variance	3.862834325
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
3	1823	18.2%
4	1655	16.5%
2	1439	14.4%
0	1377	13.7%
5	1113	11.1%
1	673	6.7%
6	551	5.5%
7	219	2.2%
8	82	0.8%
9	31	0.3%
(Missing)	1056	10.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1377	13.7%
1	673	6.7%
2	1439	14.4%
3	1823	18.2%
4	1655	16.5%

Value	Count	Frequency (%)
10	8	0.1%
9	31	0.3%
8	82	0.8%
7	219	2.2%
6	551	5.5%

ser7
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	6
Distinct (%)	0.1%
Missing	185
Missing (%)	1.8%
Infinite	0
Infinite (%)	0.0%

Mean	2.743649665
Minimum	0
Maximum	5
Zeros	1577
Zeros (%)	15.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.999141877
Coefficient of variation (CV)	0.7286432751
Kurtosis	-1.673199334
Mean	2.743649665
Median Absolute Deviation (MAD)	2
Skewness	-0.02585204803
Sum	27003
Variance	3.996568246
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	3689	36.8%
1	2368	23.6%
0	1577	15.7%
2	995	9.9%
3	652	6.5%
4	561	5.6%
(Missing)	185	1.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1577	15.7%
1	2368	23.6%
2	995	9.9%
3	652	6.5%
4	561	5.6%

Value	Count	Frequency (%)
5	3689	36.8%
4	561	5.6%
3	652	6.5%
2	995	9.9%
1	2368	23.6%

orient
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	5
Distinct (%)	0.1%
Missing	346
Missing (%)	3.5%
Infinite	0
Infinite (%)	0.0%

Mean	2.888234686
Minimum	0
Maximum	4
Zeros	599
Zeros (%)	6.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.214881466
Coefficient of variation (CV)	0.420631146
Kurtosis	-0.155427703
Mean	2.888234686
Median Absolute Deviation (MAD)	1
Skewness	-0.9206256867
Sum	27961
Variance	1.475936976
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
4	3979	39.7%
3	2726	27.2%
2	1490	14.9%
1	887	8.8%
0	599	6.0%
(Missing)	346	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	599	6.0%
1	887	8.8%
2	1490	14.9%
3	2726	27.2%
4	3979	39.7%

Value	Count	Frequency (%)
4	3979	39.7%
3	2726	27.2%
2	1490	14.9%
1	887	8.8%
0	599	6.0%

draw
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	224
Missing (%)	2.2%
Memory size	78.3 KiB

1.yes	6097
0.no	3706

Frequencies
Length

Value	Count	Frequency (%)
1.yes	6097	60.8%
0.no	3706	37.0%
(Missing)	224	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	4.58571856
Min length	3

age
Real number (ℝ_≥0)

Distinct	531
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59.28314387
Minimum	40
Maximum	85
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	40
5-th percentile	45.916668
Q1	51.833332
median	58.583332
Q3	65.5
95-th percentile	76.5
Maximum	85
Range	45
Interquartile range (IQR)	13.666668

Descriptive statistics

Standard deviation	9.369191874
Coefficient of variation (CV)	0.1580414139
Kurtosis	-0.5344837308
Mean	59.28314387
Median Absolute Deviation (MAD)	6.833332
Skewness	0.3981745467
Sum	594432.0835
Variance	87.78175638
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.916668	54	0.5%
56.666668	51	0.5%
59.75	50	0.5%
57.583332	48	0.5%
58.583332	48	0.5%
56.333332	48	0.5%
62.583332	47	0.5%
48.166668	46	0.5%
60.583332	46	0.5%
48.583332	46	0.5%
Other values (521)	9543	95.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40	2	< 0.1%
40.166668	2	< 0.1%
40.25	2	< 0.1%
40.416668	2	< 0.1%
40.583332	1	< 0.1%

Value	Count	Frequency (%)
85	1	< 0.1%
84.916664	1	< 0.1%
84.833336	3	< 0.1%
84.75	2	< 0.1%
84.583336	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	hibpe	diabe	cancre	lunge	hearte	stroke	psyche	arthre	dyslipe	livere	kidneye	digeste	asthmae	memrye	dressa	batha	eata	beda	toilta	urina	moneya	medsa	shopa	mealsa	housewka	joga	walk1kma	walk100a	chaira	climsa	stoopa	lifta	dimea	armsa	cesd10	shlta	slfmem	imrc	dlrc	ser7	orient	draw	age
0	0	123.666664	67.333336	55.333332	9.6	72.9	198.0	19.43894	95.94	0.9831	254.3828	63.720	63.4024	175.9030	0.98	4.6	3.59520	57.6	20.2	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.0	2.Good	2.Very Good	10.0	7.0	5.0	4.0	0.no	48.166668
1	1	143.333330	74.666664	67.666664	5.3	95.4	179.0	12.35241	94.14	0.8814	205.6712	57.525	61.4694	131.0574	0.34	4.9	5.24664	52.0	17.4	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	5.Very Poor	3.Good	4.0	2.0	2.0	2.0	0.no	59.916668
2	2	178.666670	87.000000	55.000000	7.5	88.3	271.0	22.09989	105.84	1.1526	168.1710	88.500	47.1652	98.9696	5.67	4.8	4.55952	44.5	14.9	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	3.0	2.Good	4.Fair	6.0	6.0	2.0	3.0	0.no	60.833332
3	3	191.000000	106.333336	58.333332	4.7	86.1	208.0	15.62958	87.48	0.6554	219.9754	91.155	46.0054	154.2534	2.47	4.6	3.44736	46.0	16.1	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	2.0	4.Poor	3.Good	6.0	7.0	5.0	3.0	0.no	67.666664
4	4	118.333336	54.000000	53.666668	8.3	85.6	290.0	13.22072	95.76	0.9040	168.9442	109.740	40.9796	103.2222	0.76	4.8	5.20128	43.8	14.6	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	1.Yes	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	1.yes	1.yes	1.yes	1.yes	1.yes	0.no	0.no	0.no	6.0	4.Poor	2.Very Good	4.0	6.0	4.0	3.0	0.no	79.333336
5	5	100.000000	64.333336	63.666668	4.6	79.9	294.0	20.02715	89.28	0.6667	217.2692	102.660	49.0982	148.8410	1.17	4.8	3.03408	41.9	13.6	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	9.0	4.Poor	3.Good	2.0	1.0	2.0	1.0	0.no	55.833332
6	6	108.000000	70.000000	53.666668	6.3	89.3	228.0	21.98785	103.86	0.8927	209.1506	108.855	49.8714	135.6966	0.45	4.6	3.78000	46.9	16.0	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	3.Fair	4.Fair	5.0	5.0	2.0	3.0	0.no	59.583332
7	7	108.666664	69.000000	74.333336	8.7	91.2	278.0	8.31897	94.68	1.0396	151.9338	110.625	43.6858	84.6654	0.64	4.5	5.78928	43.4	14.6	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	4.Fair	3.0	3.0	4.0	2.0	1.yes	45.333332
8	8	166.000000	87.666664	59.333332	11.4	88.2	417.0	12.88460	118.08	0.5085	172.4236	53.985	51.4178	100.9026	2.71	4.8	2.32512	35.2	12.5	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	6.0	4.Poor	4.Fair	4.0	6.0	5.0	3.0	0.no	64.666664
9	9	124.666664	82.333336	78.333336	7.9	87.0	285.0	18.31854	96.66	0.6667	127.1914	132.750	56.0570	40.2064	0.57	4.4	4.91064	49.7	17.3	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	1.Yes	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	1.yes	1.yes	1.yes	0.no	0.no	0.no	1.0	2.Good	2.Very Good	5.0	4.0	4.0	2.0	1.yes	57.000000

Last rows

	df_index	sysbp	diabp	pulse	wbc	mcv	plt	bun	glu	crea	cho	tg	hdl	ldl	crp	hbalc	ua	htc	hgb	hibpe	diabe	cancre	lunge	hearte	stroke	psyche	arthre	dyslipe	livere	kidneye	digeste	asthmae	memrye	dressa	batha	eata	beda	toilta	urina	moneya	medsa	shopa	mealsa	housewka	joga	walk1kma	walk100a	chaira	climsa	stoopa	lifta	dimea	armsa	cesd10	shlta	slfmem	imrc	dlrc	ser7	orient	draw	age
10017	10127	99.000000	60.666668	61.333332	4.6	79.0	144.0	18.62665	86.58	0.7458	263.6612	59.295	95.8768	156.1864	1.73	4.8	4.28232	NaN	14.4	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	1.yes	1.yes	0.no	1.yes	0.no	1.yes	18.0	3.Fair	4.Fair	6.0	5.0	1.0	4.0	1.yes	49.250000
10018	10128	128.333330	71.333336	92.333336	6.6	90.6	80.0	19.94312	96.48	0.9153	230.4136	86.730	41.7528	173.1968	1.24	5.4	4.83840	54.3	20.1	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	1.yes	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	21.0	3.Fair	5.Poor	2.0	0.0	2.0	4.0	1.yes	54.166668
10019	10129	128.333330	75.000000	67.666664	5.8	68.9	213.0	11.70818	110.34	0.8136	177.4494	151.335	35.9538	103.2222	3.80	5.1	5.05008	34.3	11.9	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	3.Good	1.0	1.0	0.0	2.0	0.no	59.583332
10020	10130	184.000000	101.333336	52.666668	8.3	87.8	197.0	15.65759	108.00	0.9718	178.6092	92.925	37.8868	122.9388	8.36	5.5	5.23152	45.8	16.5	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.Yes	1.yes	0.no	0.no	0.no	1.yes	1.yes	1.yes	1.yes	1.yes	8.0	4.Poor	5.Poor	1.0	0.0	0.0	2.0	0.no	67.333336
10021	10131	150.666670	91.000000	81.666664	8.5	88.7	263.0	12.12833	106.56	0.7232	171.2638	64.605	40.5930	117.1398	5.05	5.9	4.66872	44.3	16.6	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.0	3.Fair	4.Fair	6.0	6.0	5.0	4.0	1.yes	48.250000
10022	10132	165.333330	108.666664	78.000000	5.4	88.3	179.0	12.46445	94.68	0.9379	176.6762	75.225	35.5672	127.5780	2.56	5.5	5.64984	41.2	17.5	1.yes	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	1.yes	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	7.0	3.Fair	5.Poor	3.0	2.0	5.0	3.0	1.yes	49.750000
10023	10133	177.666670	96.333336	72.666664	4.9	97.2	136.0	18.71068	112.86	1.1865	186.7278	194.700	27.0620	116.3666	1.52	5.9	6.58392	36.7	13.6	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	4.0	3.Fair	4.Fair	6.0	4.0	5.0	2.0	1.yes	71.333336
10024	10134	132.333330	70.000000	63.333332	4.8	84.4	197.0	12.71654	98.46	0.8927	192.9134	109.740	47.1652	120.2326	0.70	5.2	3.56496	42.8	15.9	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	12.0	3.Fair	5.Poor	1.0	1.0	2.0	4.0	0.no	61.250000
10025	10135	116.333336	73.333336	57.000000	5.6	90.7	120.0	17.03008	107.82	0.8362	238.9188	149.565	38.2734	158.1194	0.90	5.1	4.55952	41.6	16.1	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	1.yes	0.no	0.no	0.no	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	5.0	3.Fair	4.Fair	5.0	3.0	5.0	4.0	1.yes	48.583332
10026	10136	121.000000	74.000000	80.000000	7.7	98.3	157.0	18.82272	104.40	0.9153	180.5422	54.870	57.9900	105.5418	1.77	5.6	4.95264	46.6	17.7	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.yes	0.no	0.no	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	0.No	1.yes	0.no	0.no	0.no	0.no	0.no	0.no	0.no	0.no	1.0	3.Fair	4.Fair	4.0	3.0	5.0	4.0	1.yes	53.833332

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows